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Few-Shot Class-Incremental Learning on CIFAR100 (Session 0-8 Protocol)

91.36Accuracy (S0)

Fine-Tuning + Proto

Updated 1mo ago

Evaluation Results

Method	Links
Fine-Tuning + Proto 2024.04		91.36	-	-	-	-	-	-	-	5.19	-	-	37.04	-
PriViLege 2024.04		90.88	-	-	-	-	-	-	-	86.06	-	-	88.08	-
NC-FSCIL 2024.04		89.51	-	-	-	-	-	-	-	53.7	-	-	68.96	-
WaRP 2024.04		86.2	-	-	-	-	-	-	-	65.48	-	-	74.55	-
DualPrompt 2024.04		85.11	-	-	-	-	-	-	-	50.93	-	-	65.45	-
O-FSCIL 2024.03		84.05	79.1	74.23	69.96	66.92	63.89	61.67	59.51	57.1	-	-	68.52	-
O-FSCIL 2024.03		84.02	79.08	74.34	70.11	66.95	64	61.86	59.72	57.5	-	-	68.62	-
CD2 2026.01		83.32	79.42	74.96	70.33	67.28	64.21	61.35	59.81	57.36	-	-	68.67	-
L2P 2024.04		83.29	-	-	-	-	-	-	-	49.87	-	-	64.08	-
Mamba-FSCIL 2024.07		82.95	77.87	74.12	69.67	66.75	63.62	61.44	59.8	57.52	25.43	-	68.19	-
Revisting-FSCIL 2026.01		82.9	76.3	72.9	67.8	65.2	62	60.7	58.8	56.6	-	1.65	67.02	-
YourSelf 2024.07		82.9	76.3	72.9	67.8	65.2	62	60.7	58.8	56.6	26.3	-	67.02	-
Mamba-FSCIL 2024.07		82.78	77.82	74.17	69.77	66.51	62.81	61.24	59.64	57.45	25.33	-	68.02	-
NC-FSCIL 2024.03		82.52	76.82	73.34	69.68	66.19	62.85	60.96	59.02	56.11	-	-	67.5	-
NC-FSCIL 2026.01		82.52	76.82	73.34	69.68	66.19	62.85	60.96	59.02	56.11	-	1.17	67.5	-
NC-FSCIL 2024.07		82.52	76.82	73.34	69.68	66.19	62.85	60.96	59.02	56.11	26.41	-	67.5	-
O-FSCIL 2024.03		81.9	77.31	72.9	68.48	65.09	61.91	59.73	57.72	55.45	-	-	66.75	-
O-FSCIL 2024.03		81.79	77.37	72.73	68.42	64.87	61.76	59.76	57.21	54.95	-	-	66.54	-
O-FSCIL 2024.03		81.56	76.81	72.56	68.32	64.95	61.94	59.65	57.47	55.33	-	-	66.51	-
O-FSCIL 2024.03		81.53	76.82	72.54	68.44	64.81	61.76	59.65	57.78	55.72	-	-	66.56	-
DCS 2025.10		81.09	75.96	72.06	67.35	64.38	62.13	60.05	58.99	55.21	-	-	66.36	-
ALFSCIL 2025.10		80.75	77.88	72.94	68.79	65.33	62.15	60.02	57.68	55.17	-	-	66.75	-
ALFSCIL 2024.07		80.75	77.88	72.94	68.79	65.33	62.15	60.02	57.68	55.17	25.58	-	66.75	-
Mamba-FSCIL 2024.07		80.5	77.25	73.73	68.9	65.41	62.44	61.03	58.34	56.59	23.91	-	67.13	-
WaRP 2026.01		80.31	75.86	71.87	67.58	64.39	61.34	59.15	57.1	54.74	-	2.85	65.82	-
Ours (bag of tricks) 2024.03		80.25	77.2	75.09	70.82	67.83	64.86	62.73	60.52	58.55	-	-	-	-
OrCo 2026.01		80.08	68.16	66.99	60.97	59.78	58.6	57.04	55.13	52.19	-	6.56	62.11	-
ADBS 2025.10		79.93	75.22	71.11	65.99	62.46	58.38	55.96	53.72	51.15	-	-	63.77	-
SoftNet 2024.03		79.88	75.54	71.64	67.47	64.45	61.09	59.07	57.29	55.33	-	-	-	-
SAVC 2024.03		79.85	73.7	69.37	65.28	61.91	59.27	57.24	54.97	53.12	-	-	-	-
OrCo 2025.10		79.77	63.29	62.39	60.13	58.76	56.56	55.49	54.19	51.12	-	-	60.19	-
CABD 2026.01		79.45	75.38	71.84	67.95	64.96	61.95	60.16	57.67	55.88	-	2.53	66.14	-
CABD 2024.07		79.45	75.38	71.84	67.95	64.96	61.95	60.16	57.67	55.88	23.57	-	66.14	-
ALICE 2024.03		79	70.5	67.1	63.4	61.2	59.2	58.1	56.3	54.1	-	-	63.21	-
ALICE 2024.03		79	70.5	67.1	63.4	61.2	59.2	58.1	56.3	54.1	-	-	-	-
ALICE 2026.01		79	70.5	67.1	63.4	61.2	59.2	58.1	56.3	54.1	-	5.46	63.21	-
ALICE 2024.07		79	70.5	67.1	63.4	61.2	59.2	58.1	56.3	54.1	24.9	-	63.21	-
SAVC 2025.10		78.77	73.31	69.31	64.93	61.7	59.25	57.13	55.19	53.12	-	-	63.63	-
SAVC 2024.07		78.77	73.31	69.31	64.93	61.7	59.25	57.13	55.19	53.12	25.65	-	63.63	-
SAVC 2024.03		78.47	72.86	68.31	64	60.96	58.28	56.17	53.91	51.63	-	-	62.73	-
O-FSCIL 2024.03		78.37	73.47	69.2	64.94	61.2	58.24	55.33	53.49	51.51	-	-	62.86	-
MICS 2026.01		78.18	73.49	68.97	65.01	62.25	59.34	57.31	55.11	52.94	-	5.05	63.62	-
O-FSCIL 2024.03		78.13	73.54	69.27	65.13	61.85	58.73	56.21	54.04	51.81	-	-	63.19	-
SAFA-SNN 2025.10		77.57	72.32	67.41	62.79	59.35	56.31	53.63	50.92	48.41	-	-	60.97	-
O-FSCIL 2024.03		77.51	72.82	68.41	64.25	61.24	57.98	55.32	53.03	50.73	-	-	62.37	-
C-FSCIL 2024.03		77.47	72.4	67.47	63.25	59.84	56.95	54.42	52.47	50.47	-	-	61.64	-
C-FSCIL 2024.03		77.47	72.4	67.47	63.25	59.84	56.95	54.42	52.47	50.47	-	-	-	-
C-FSCIL 2026.01		77.47	72.4	67.47	63.25	59.84	56.95	54.42	52.47	50.47	-	7.03	61.64	-
C-FSCIL 2024.07		77.47	72.4	67.47	63.25	59.84	56.95	54.42	52.47	50.47	27	-	61.64	-
O-FSCIL 2024.03		76.97	72.46	68.24	64.19	61.07	58.14	56.01	53.55	51.37	-	-	62.44	-
SAFA-SNN 2025.10		76.95	71.2	66	61.81	58.14	54.74	51.94	49.16	46.9	-	-	58.12	-
DyCR 2025.10		75.73	73.29	68.71	64.8	62.11	59.25	56.7	54.56	52.24	-	-	63.04	-
WSN 2025.10		75.7	25.2	40.6	32.3	40.5	43.8	40.8	45.1	37.1	-	-	42.34	11.31
FeSSSS 2024.07		75.35	70.81	66.7	62.73	59.62	56.45	54.33	52.1	50.23	25.12	-	60.92	-
TEEN 2025.10		74.92	72.65	68.74	65.01	62.01	59.29	57.9	54.76	52.64	-	-	63.1	-
TEEN 2024.07		74.92	72.65	68.74	65.01	62.01	59.29	57.9	54.76	52.64	22.28	-	63.1	-
Mamba-FSCIL 2024.07		74.92	72.58	69.21	65.04	63.06	59.94	58.16	55.75	52.74	22.18	-	63.49	-
FACT 2024.03		74.6	72.09	67.56	63.52	61.38	58.36	56.28	54.24	52.1	-	-	-	-
FACT 2026.01		74.6	72.09	67.56	63.52	61.38	58.36	56.28	54.24	52.1	-	6.43	62.24	-
FACT 2025.10		74.6	72.09	67.56	63.52	61.38	58.36	56.28	54.24	52.1	-	-	62.24	-
FACT 2024.07		74.6	72.09	67.56	63.52	61.38	58.36	56.28	54.24	52.1	22.5	-	62.24	-
Decoupled-Cosine 2022.03		74.55	67.43	63.63	59.55	56.11	53.8	51.68	49.67	47.68	26.87	4.29	-	-
MetaFSCIL 2024.03		74.5	70.1	66.84	62.77	59.48	56.52	54.36	52.56	49.97	-	-	60.79	-
MetaFSCIL 2024.03		74.5	70.1	66.84	62.77	59.48	56.52	54.36	52.56	49.97	-	-	-	-
MetaFSCIL 2024.07		74.5	70.1	66.84	62.77	59.48	56.52	54.36	52.56	49.97	24.53	-	60.79	-
Data-free 2024.07		74.4	70.2	66.54	62.51	59.71	56.58	54.52	52.39	50.14	24.26	-	60.78	-
CEC 2024.04		74.2	-	-	-	-	-	-	-	61.48	-	-	67.1	-
CLOM 2024.03		74.2	69.83	66.17	62.39	59.26	56.48	54.36	52.16	50.25	-	-	-	-
GKEAL 2026.01		74.01	70.45	67.01	63.08	60.01	57.3	55.5	53.39	51.4	-	7.32	61.35	-
LIMIT 2022.03		73.81	72.09	67.87	63.89	60.7	57.77	55.67	53.52	51.23	22.58	-	-	-
LIMIT 2024.03		73.81	72.09	67.87	63.89	60.7	57.77	55.67	53.52	51.23	-	-	61.84	-
LIMIT 2024.03		73.81	72.09	67.87	63.89	60.7	57.77	55.67	53.52	51.23	-	-	-	-
LIMIT 2024.07		73.81	72.09	67.87	63.89	60.7	57.77	55.67	53.52	51.23	22.58	-	61.84	-
Mamba-FSCIL 2024.07		73.58	72.18	68.39	64.17	61.86	58.19	56.47	54.85	52.5	21.08	-	62.47	-
MCNet 2026.01		73.3	69.34	65.72	61.7	58.75	56.44	54.59	53.01	50.72	-	8.27	60.4	-
CEC + AutoAug 2022.03		73.17	69.06	65.31	61.21	57.92	55.82	53.47	51.67	49.55	23.62	1.04	-	-
CEC 2022.03		73.07	68.88	65.26	61.19	58.09	55.57	53.22	51.34	49.14	23.93	1.35	-	-
CEC 2024.03		73.07	68.88	65.26	61.19	58.09	55.57	53.22	51.34	49.14	-	-	-	-
CEC 2025.10		73.07	68.88	65.26	61.19	58.09	55.57	53.22	51.34	49.14	-	-	59.53	-
CEC 2024.07		73.07	68.88	65.26	61.19	58.09	55.57	53.22	51.34	49.14	23.93	-	59.53	-
LIMIT† 2022.03		73.02	70.76	67.45	63.38	59.97	56.9	54.84	52.18	49.92	23.1	-	-	-
DSN 2024.07		73	68.83	64.82	62.24	59.16	56.96	54.04	51.57	49.35	23.65	-	60	-
SoftNet 2026.01		72.62	67.31	63.05	59.39	56	53.23	51.06	48.83	46.63	-	11.1	57.57	-
SoftNet 2025.10		72.62	67.31	63.05	59.39	56	53.23	51.06	48.83	46.63	-	-	57.57	1.78
Baseline 2024.03		70.05	65.37	60.59	56.72	53.38	50.53	48.07	45.87	43.77	-	-	-	-
Decoupled-DeepEMD 2022.03		69.75	65.06	61.2	57.21	53.88	51.4	48.8	46.84	44.41	25.34	2.76	-	-
FSLL+SS 2024.03		68.85	63.14	59.24	55.23	52.24	49.65	47.74	45.23	43.92	-	-	-	-
CLOSER 2025.10		67.87	63.52	59.57	56.15	52.83	49.89	47.54	45.43	43.38	-	-	54.02	3.52
F2M 2024.03		67.28	63.8	60.38	57.06	54.08	51.39	48.82	46.58	44.65	-	-	-	-
FSLL 2024.03		66.48	61.75	58.16	54.16	51.1	48.53	46.54	44.2	42.28	-	-	-	-
IDLVQ-C 2024.03		64.77	59.87	55.93	52.62	49.88	47.55	44.83	43.14	41.84	-	-	-	-
CEC 2025.10		64.37	59.85	55.89	52.04	48.88	46.37	43.92	41.72	39.6	-	-	50.63	7.3
TEEN 2025.10		64.3	59.79	55.73	51.91	48.86	46.14	43.68	41.42	39.34	-	-	50.79	7.56
Finetune 2022.03		64.1	39.61	15.37	9.8	6.67	3.8	3.7	3.14	2.65	61.45	38.87	-	-
iCaRL 2022.03		64.1	53.28	41.69	34.13	27.93	25.06	20.41	15.48	13.73	50.37	27.79	-	-
EEIL 2022.03		64.1	53.11	43.71	35.15	28.96	24.98	21.01	17.26	15.85	48.25	25.67	-	-
Rebalancing 2022.03		64.1	53.05	43.96	36.97	31.61	26.73	21.23	16.78	13.54	50.56	27.98	-	-
TOPIC 2022.03		64.1	55.88	47.07	45.16	40.11	36.38	33.96	31.55	29.37	34.73	12.15	-	-
iCaRl 2026.01		64.1	53.28	41.69	34.13	27.93	25.06	20.41	15.48	13.73	-	35.69	32.87	-
EEIL 2026.01		64.1	53.11	43.71	35.15	28.96	24.98	21.01	17.26	15.85	-	34.77	33.79	-

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